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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

Showing 126150 of 4002 papers

TitleStatusHype
MT2ST: Adaptive Multi-Task to Single-Task LearningCode1
Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP ModelsCode1
A Source-Criticism Debiasing Method for GloVe EmbeddingsCode1
A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddingsCode1
Backpack Language ModelsCode1
BERT for Monolingual and Cross-Lingual Reverse DictionaryCode1
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language ModelsCode1
Affective and Contextual Embedding for Sarcasm DetectionCode1
A Comprehensive Analysis of Static Word Embeddings for TurkishCode1
A Neural Few-Shot Text Classification Reality CheckCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
All Word Embeddings from One EmbeddingCode1
Circumventing Concept Erasure Methods For Text-to-Image Generative ModelsCode1
AI4Bharat-IndicNLP Corpus: Monolingual Corpora and Word Embeddings for Indic LanguagesCode1
Combining Static Word Embeddings and Contextual Representations for Bilingual Lexicon InductionCode1
Compass-aligned Distributional Embeddings for Studying Semantic Differences across CorporaCode1
Compositional Demographic Word EmbeddingsCode1
Apples to Apples: A Systematic Evaluation of Topic ModelsCode1
Contextualized Embeddings based Transformer Encoder for Sentence Similarity Modeling in Answer Selection TaskCode1
Contextual Word Representations: A Contextual IntroductionCode1
Cooperative Self-training of Machine Reading ComprehensionCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
CTRAN: CNN-Transformer-based Network for Natural Language UnderstandingCode1
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering TasksCode1
BERT Goes Shopping: Comparing Distributional Models for Product RepresentationsCode1
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